Pandas Profiling Report

Dataset statistics

Number of variables	32
Number of observations	420000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	102.5 MiB
Average record size in memory	256.0 B

Variable types

Numeric	12
Categorical	20

Alerts

`Transaction Date and Time` has a high cardinality: 418922 distinct values	High cardinality
`IP Address` has a high cardinality: 419978 distinct values	High cardinality
`Transaction Date and Time` is uniformly distributed	Uniform
`IP Address` is uniformly distributed	Uniform

Reproduction

Analysis started	2023-09-17 06:49:49.665957
Analysis finished	2023-09-17 06:51:32.475340
Duration	1 minute and 42.81 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Transaction ID
Real number (ℝ)

Distinct	418987
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55097135

Minimum	10000207
Maximum	99999159
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	10000207
5-th percentile	14599879
Q1	32581946
median	55105330
Q3	77647873
95-th percentile	95536813
Maximum	99999159
Range	89998952
Interquartile range (IQR)	45065927

Descriptive statistics

Standard deviation	25983069
Coefficient of variation (CV)	0.47158658
Kurtosis	-1.2019034
Mean	55097135
Median Absolute Deviation (MAD)	22532580
Skewness	-0.0010541742
Sum	2.3140797 × 10¹³
Variance	6.7511988 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62078177	3	< 0.1%
84433422	3	< 0.1%
16396641	2	< 0.1%
90897318	2	< 0.1%
33275846	2	< 0.1%
43704038	2	< 0.1%
51892729	2	< 0.1%
25449421	2	< 0.1%
97694378	2	< 0.1%
92114231	2	< 0.1%
Other values (418977)	419978	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10000207	1	< 0.1%
10000410	2	< 0.1%
10000719	1	< 0.1%
10000899	1	< 0.1%
10001295	1	< 0.1%
10001602	1	< 0.1%
10001966	1	< 0.1%
10002544	1	< 0.1%
10002588	1	< 0.1%
10002695	1	< 0.1%

Value	Count	Frequency (%)
99999159	1	< 0.1%
99999102	1	< 0.1%
99998739	1	< 0.1%
99998562	1	< 0.1%
99998118	1	< 0.1%
99997961	1	< 0.1%
99997395	1	< 0.1%
99996775	1	< 0.1%
99996726	1	< 0.1%
99996677	1	< 0.1%

User ID
Real number (ℝ)

Distinct	9000
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5503.342

Minimum	1000
Maximum	9999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	1000
5-th percentile	1451
Q1	3259
median	5499
Q3	7757
95-th percentile	9552
Maximum	9999
Range	8999
Interquartile range (IQR)	4498

Descriptive statistics

Standard deviation	2596.8187
Coefficient of variation (CV)	0.47186215
Kurtosis	-1.1987761
Mean	5503.342
Median Absolute Deviation (MAD)	2249
Skewness	-0.00031687606
Sum	2.3114036 × 10⁹
Variance	6743467.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7509	73	< 0.1%
1847	73	< 0.1%
8637	73	< 0.1%
9988	72	< 0.1%
8546	70	< 0.1%
4990	70	< 0.1%
6635	70	< 0.1%
7643	69	< 0.1%
8244	69	< 0.1%
8822	68	< 0.1%
Other values (8990)	419293	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1000	42	< 0.1%
1001	42	< 0.1%
1002	43	< 0.1%
1003	37	< 0.1%
1004	38	< 0.1%
1005	47	< 0.1%
1006	48	< 0.1%
1007	38	< 0.1%
1008	49	< 0.1%
1009	35	< 0.1%

Value	Count	Frequency (%)
9999	55	< 0.1%
9998	43	< 0.1%
9997	55	< 0.1%
9996	44	< 0.1%
9995	39	< 0.1%
9994	52	< 0.1%
9993	50	< 0.1%
9992	35	< 0.1%
9991	55	< 0.1%
9990	47	< 0.1%

Transaction Amount
Real number (ℝ)

Distinct	98469
Distinct (%)	23.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	500.29813

Minimum	1
Maximum	1000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	1
5-th percentile	51.0195
Q1	250.5575
median	499.78
Q3	750.48
95-th percentile	950.1
Maximum	1000
Range	999
Interquartile range (IQR)	499.9225

Descriptive statistics

Standard deviation	288.40668
Coefficient of variation (CV)	0.57646964
Kurtosis	-1.2001058
Mean	500.29813
Median Absolute Deviation (MAD)	249.93
Skewness	0.0023964758
Sum	2.1012522 × 10⁸
Variance	83178.415
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
548.85	16	< 0.1%
144.95	15	< 0.1%
839.52	15	< 0.1%
890.38	14	< 0.1%
861.6	14	< 0.1%
823.22	14	< 0.1%
477.1	14	< 0.1%
581.9	14	< 0.1%
419.38	14	< 0.1%
28.51	14	< 0.1%
Other values (98459)	419856	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
1.01	8	< 0.1%
1.02	4	< 0.1%
1.03	2	< 0.1%
1.04	2	< 0.1%
1.05	3	< 0.1%
1.06	8	< 0.1%
1.07	5	< 0.1%
1.08	1	< 0.1%
1.09	3	< 0.1%

Value	Count	Frequency (%)
1000	1	< 0.1%
999.99	6	< 0.1%
999.98	4	< 0.1%
999.97	7	< 0.1%
999.96	5	< 0.1%
999.95	4	< 0.1%
999.94	3	< 0.1%
999.93	3	< 0.1%
999.92	4	< 0.1%
999.91	5	< 0.1%

Transaction Date and Time
Categorical

HIGH CARDINALITY UNIFORM

Distinct	418922
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

2021-02-14 12:34:20	3
2021-03-08 00:01:30	3
2022-09-23 11:26:44	3
2021-05-20 13:59:41	3
2023-07-05 16:47:51	2
Other values (418917)	419986

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Characters and Unicode

Total characters	7980000
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	417848 ?
Unique (%)	99.5%

Sample

1st row	2022-02-11 22:27:04
2nd row	2021-08-24 20:56:18
3rd row	2021-07-05 05:54:22
4th row	2023-07-22 15:54:35
5th row	2023-05-23 08:19:00

Common Values

Value	Count	Frequency (%)
2021-02-14 12:34:20	3	< 0.1%
2021-03-08 00:01:30	3	< 0.1%
2022-09-23 11:26:44	3	< 0.1%
2021-05-20 13:59:41	3	< 0.1%
2023-07-05 16:47:51	2	< 0.1%
2022-06-02 09:57:39	2	< 0.1%
2021-05-10 20:39:38	2	< 0.1%
2021-08-31 02:39:11	2	< 0.1%
2021-09-16 11:07:24	2	< 0.1%
2022-08-02 06:46:31	2	< 0.1%
Other values (418912)	419976	> 99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2022-05-28	508	0.1%
2021-11-06	504	0.1%
2021-04-27	498	0.1%
2021-11-08	496	0.1%
2023-04-23	496	0.1%
2022-05-15	495	0.1%
2022-05-13	494	0.1%
2021-03-24	494	0.1%
2021-02-28	493	0.1%
2021-03-03	493	0.1%
Other values (86654)	835029	99.4%

Most occurring characters

Value	Count	Frequency (%)
2	1593795	20.0%
0	1402608	17.6%
1	951011	11.9%
-	840000	10.5%
:	840000	10.5%
3	472419	5.9%
	420000	5.3%
5	342143	4.3%
4	341609	4.3%
7	201285	2.5%
Other values (3)	575130	7.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5880000	73.7%
Dash Punctuation	840000	10.5%
Other Punctuation	840000	10.5%
Space Separator	420000	5.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	1593795	27.1%
0	1402608	23.9%
1	951011	16.2%
3	472419	8.0%
5	342143	5.8%
4	341609	5.8%
7	201285	3.4%
6	200367	3.4%
8	188994	3.2%
9	185769	3.2%

Dash Punctuation

Value	Count	Frequency (%)
-	840000	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	840000	100.0%

Space Separator

Value	Count	Frequency (%)
	420000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7980000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	1593795	20.0%
0	1402608	17.6%
1	951011	11.9%
-	840000	10.5%
:	840000	10.5%
3	472419	5.9%
	420000	5.3%
5	342143	4.3%
4	341609	4.3%
7	201285	2.5%
Other values (3)	575130	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7980000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	1593795	20.0%
0	1402608	17.6%
1	951011	11.9%
-	840000	10.5%
:	840000	10.5%
3	472419	5.9%
	420000	5.3%
5	342143	4.3%
4	341609	4.3%
7	201285	2.5%
Other values (3)	575130	7.2%

Merchant ID
Real number (ℝ)

Distinct	9000
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5498.4712

Minimum	1000
Maximum	9999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	1000
5-th percentile	1453
Q1	3247
median	5494
Q3	7747
95-th percentile	9551
Maximum	9999
Range	8999
Interquartile range (IQR)	4500

Descriptive statistics

Standard deviation	2598.5643
Coefficient of variation (CV)	0.47259761
Kurtosis	-1.2005428
Mean	5498.4712
Median Absolute Deviation (MAD)	2250
Skewness	0.0031254078
Sum	2.3093579 × 10⁹
Variance	6752536.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7180	76	< 0.1%
9766	74	< 0.1%
5660	72	< 0.1%
2875	72	< 0.1%
9408	70	< 0.1%
4803	70	< 0.1%
9676	70	< 0.1%
9682	70	< 0.1%
2246	70	< 0.1%
1510	69	< 0.1%
Other values (8990)	419287	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1000	48	< 0.1%
1001	49	< 0.1%
1002	57	< 0.1%
1003	51	< 0.1%
1004	47	< 0.1%
1005	46	< 0.1%
1006	55	< 0.1%
1007	38	< 0.1%
1008	44	< 0.1%
1009	41	< 0.1%

Value	Count	Frequency (%)
9999	42	< 0.1%
9998	45	< 0.1%
9997	38	< 0.1%
9996	47	< 0.1%
9995	56	< 0.1%
9994	56	< 0.1%
9993	59	< 0.1%
9992	51	< 0.1%
9991	46	< 0.1%
9990	42	< 0.1%

Payment Method
Categorical

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

Money Order	10672
Cryptocurrency Wallet	10661
Amazon Pay	10656
E-check	10655
Neteller	10653
Other values (35)	366703

Length

Max length	21
Median length	13
Mean length	9.8061214
Min length	3

Characters and Unicode

Total characters	4118571
Distinct characters	46
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Direct Debit
2nd row	Payoneer
3rd row	Check
4th row	Discover
5th row	Payoneer

Common Values

Value	Count	Frequency (%)
Money Order	10672	2.5%
Cryptocurrency Wallet	10661	2.5%
Amazon Pay	10656	2.5%
E-check	10655	2.5%
Neteller	10653	2.5%
Google Wallet	10610	2.5%
Alipay	10609	2.5%
ACH Transfer	10606	2.5%
Mobile Wallet	10603	2.5%
Stripe	10601	2.5%
Other values (30)	313674	74.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
wallet	31874	5.0%
pay	31541	4.9%
transfer	31385	4.9%
card	31347	4.9%
debit	20932	3.3%
cash	20925	3.3%
payment	20867	3.3%
order	10672	1.7%
money	10672	1.7%
cryptocurrency	10661	1.7%
Other values (40)	419834	65.5%

Most occurring characters

Value	Count	Frequency (%)
e	462697	11.2%
a	356377	8.7%
r	346540	8.4%
t	231175	5.6%
	220710	5.4%
l	200645	4.9%
n	199603	4.8%
i	178611	4.3%
s	167708	4.1%
C	167577	4.1%
Other values (36)	1586928	38.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3152513	76.5%
Uppercase Letter	724377	17.6%
Space Separator	220710	5.4%
Dash Punctuation	10655	0.3%
Decimal Number	10316	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	462697	14.7%
a	356377	11.3%
r	346540	11.0%
t	231175	7.3%
l	200645	6.4%
n	199603	6.3%
i	178611	5.7%
s	167708	5.3%
o	158142	5.0%
y	136830	4.3%
Other values (14)	714185	22.7%

Uppercase Letter

Value	Count	Frequency (%)
C	167577	23.1%
P	94133	13.0%
W	73708	10.2%
A	63355	8.7%
D	52224	7.2%
M	31713	4.4%
S	31630	4.4%
E	31604	4.4%
B	31404	4.3%
T	31385	4.3%
Other values (9)	115644	16.0%

Space Separator

Value	Count	Frequency (%)
	220710	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	10655	100.0%

Decimal Number

Value	Count	Frequency (%)
2	10316	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3876890	94.1%
Common	241681	5.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	462697	11.9%
a	356377	9.2%
r	346540	8.9%
t	231175	6.0%
l	200645	5.2%
n	199603	5.1%
i	178611	4.6%
s	167708	4.3%
C	167577	4.3%
o	158142	4.1%
Other values (33)	1407815	36.3%

Common

Value	Count	Frequency (%)
	220710	91.3%
-	10655	4.4%
2	10316	4.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4118571	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	462697	11.2%
a	356377	8.7%
r	346540	8.4%
t	231175	5.6%
	220710	5.4%
l	200645	4.9%
n	199603	4.8%
i	178611	4.3%
s	167708	4.1%
C	167577	4.1%
Other values (36)	1586928	38.5%

Country Code
Categorical

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

QAT	10721
KOR	10697
GER	10665
IND	10638
IDN	10628
Other values (35)	366651

Length

Max length	3
Median length	3
Mean length	2.9749071
Min length	2

Characters and Unicode

Total characters	1249461
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	GRE
2nd row	FRA
3rd row	BRA
4th row	RUS
5th row	MEX

Common Values

Value	Count	Frequency (%)
QAT	10721	2.6%
KOR	10697	2.5%
GER	10665	2.5%
IND	10638	2.5%
IDN	10628	2.5%
CHE	10618	2.5%
EGY	10604	2.5%
NGA	10589	2.5%
BRA	10585	2.5%
BEL	10577	2.5%
Other values (30)	313678	74.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
qat	10721	2.6%
kor	10697	2.5%
ger	10665	2.5%
ind	10638	2.5%
idn	10628	2.5%
che	10618	2.5%
egy	10604	2.5%
nga	10589	2.5%
bra	10585	2.5%
bel	10577	2.5%
Other values (30)	313678	74.7%

Most occurring characters

Value	Count	Frequency (%)
A	168064	13.5%
R	105422	8.4%
N	104825	8.4%
E	94438	7.6%
U	83928	6.7%
S	83485	6.7%
G	73830	5.9%
T	62932	5.0%
I	52457	4.2%
L	52320	4.2%
Other values (16)	367760	29.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1249461	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	168064	13.5%
R	105422	8.4%
N	104825	8.4%
E	94438	7.6%
U	83928	6.7%
S	83485	6.7%
G	73830	5.9%
T	62932	5.0%
I	52457	4.2%
L	52320	4.2%
Other values (16)	367760	29.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1249461	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	168064	13.5%
R	105422	8.4%
N	104825	8.4%
E	94438	7.6%
U	83928	6.7%
S	83485	6.7%
G	73830	5.9%
T	62932	5.0%
I	52457	4.2%
L	52320	4.2%
Other values (16)	367760	29.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1249461	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	168064	13.5%
R	105422	8.4%
N	104825	8.4%
E	94438	7.6%
U	83928	6.7%
S	83485	6.7%
G	73830	5.9%
T	62932	5.0%
I	52457	4.2%
L	52320	4.2%
Other values (16)	367760	29.4%

Transaction Type
Categorical

Distinct	38
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

Refund	21050
Donation	20895
Scholarship	10724
Expense	10654
Auction	10631
Other values (33)	346046

Length

Max length	16
Median length	13
Mean length	8.0989786
Min length	3

Characters and Unicode

Total characters	3401571
Distinct characters	40
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Cashback
2nd row	Fine
3rd row	Rent
4th row	Donation
5th row	Acquisition

Common Values

Value	Count	Frequency (%)
Refund	21050	5.0%
Donation	20895	5.0%
Scholarship	10724	2.6%
Expense	10654	2.5%
Auction	10631	2.5%
Gift	10604	2.5%
Bonus	10593	2.5%
Loan	10578	2.5%
Reimbursement	10577	2.5%
Transfer	10572	2.5%
Other values (28)	293122	69.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
refund	21050	4.8%
donation	20895	4.7%
scholarship	10724	2.4%
expense	10654	2.4%
auction	10631	2.4%
gift	10604	2.4%
bonus	10593	2.4%
loan	10578	2.4%
reimbursement	10577	2.4%
transfer	10572	2.4%
Other values (30)	314063	71.2%

Most occurring characters

Value	Count	Frequency (%)
e	367340	10.8%
n	315031	9.3%
i	283781	8.3%
t	283320	8.3%
a	230382	6.8%
o	210039	6.2%
s	179038	5.3%
r	168082	4.9%
u	115702	3.4%
c	104817	3.1%
Other values (30)	1144039	33.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2939689	86.4%
Uppercase Letter	440941	13.0%
Space Separator	20941	0.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	367340	12.5%
n	315031	10.7%
i	283781	9.7%
t	283320	9.6%
a	230382	7.8%
o	210039	7.1%
s	179038	6.1%
r	168082	5.7%
u	115702	3.9%
c	104817	3.6%
Other values (14)	682157	23.2%

Uppercase Letter

Value	Count	Frequency (%)
R	94422	21.4%
C	52055	11.8%
S	42084	9.5%
D	41902	9.5%
A	31724	7.2%
P	31435	7.1%
I	31368	7.1%
T	21066	4.8%
F	21033	4.8%
B	21025	4.8%
Other values (5)	52827	12.0%

Space Separator

Value	Count	Frequency (%)
	20941	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3380630	99.4%
Common	20941	0.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	367340	10.9%
n	315031	9.3%
i	283781	8.4%
t	283320	8.4%
a	230382	6.8%
o	210039	6.2%
s	179038	5.3%
r	168082	5.0%
u	115702	3.4%
c	104817	3.1%
Other values (29)	1123098	33.2%

Common

Value	Count	Frequency (%)
	20941	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3401571	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	367340	10.8%
n	315031	9.3%
i	283781	8.3%
t	283320	8.3%
a	230382	6.8%
o	210039	6.2%
s	179038	5.3%
r	168082	4.9%
u	115702	3.4%
c	104817	3.1%
Other values (30)	1144039	33.6%

Device Type
Categorical

Distinct	38
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

Smartphone	11197
Smart Appliance	11187
Smart Doorbell	11179
Drone	11172
Medical Device	11158
Other values (33)	364107

Length

Max length	27
Median length	21
Mean length	12.656757
Min length	3

Characters and Unicode

Total characters	5315838
Distinct characters	43
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Smart Speaker
2nd row	Smart Lock
3rd row	Smart TV
4th row	Vending Machine
5th row	Vending Machine

Common Values

Value	Count	Frequency (%)
Smartphone	11197	2.7%
Smart Appliance	11187	2.7%
Smart Doorbell	11179	2.7%
Drone	11172	2.7%
Medical Device	11158	2.7%
Home Security System	11150	2.7%
Industrial Controller	11133	2.7%
IoT Device	11123	2.6%
Embedded System	11115	2.6%
Vending Machine	11108	2.6%
Other values (28)	308478	73.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
smart	77361	10.1%
device	44337	5.8%
system	33204	4.4%
home	22189	2.9%
reality	21999	2.9%
kiosk	21928	2.9%
smartphone	11197	1.5%
appliance	11187	1.5%
doorbell	11179	1.5%
drone	11172	1.5%
Other values (45)	496827	65.2%

Most occurring characters

Value	Count	Frequency (%)
e	630028	11.9%
a	408746	7.7%
t	386291	7.3%
r	353868	6.7%
	342580	6.4%
i	287399	5.4%
o	287255	5.4%
m	243224	4.6%
n	210336	4.0%
l	210321	4.0%
Other values (33)	1955790	36.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4078246	76.7%
Uppercase Letter	873028	16.4%
Space Separator	342580	6.4%
Dash Punctuation	21984	0.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	630028	15.4%
a	408746	10.0%
t	386291	9.5%
r	353868	8.7%
i	287399	7.0%
o	287255	7.0%
m	243224	6.0%
n	210336	5.2%
l	210321	5.2%
s	187610	4.6%
Other values (12)	873168	21.4%

Uppercase Letter

Value	Count	Frequency (%)
S	209966	24.1%
D	88798	10.2%
T	77421	8.9%
M	55323	6.3%
C	55214	6.3%
R	54971	6.3%
A	44264	5.1%
H	44200	5.1%
V	44086	5.0%
I	33195	3.8%
Other values (9)	165590	19.0%

Space Separator

Value	Count	Frequency (%)
	342580	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	21984	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4951274	93.1%
Common	364564	6.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	630028	12.7%
a	408746	8.3%
t	386291	7.8%
r	353868	7.1%
i	287399	5.8%
o	287255	5.8%
m	243224	4.9%
n	210336	4.2%
l	210321	4.2%
S	209966	4.2%
Other values (31)	1723840	34.8%

Common

Value	Count	Frequency (%)
	342580	94.0%
-	21984	6.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5315838	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	630028	11.9%
a	408746	7.7%
t	386291	7.3%
r	353868	6.7%
	342580	6.4%
i	287399	5.4%
o	287255	5.4%
m	243224	4.6%
n	210336	4.0%
l	210321	4.0%
Other values (33)	1955790	36.8%

IP Address
Categorical

HIGH CARDINALITY UNIFORM

Distinct	419978
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

36.53.163.11	2
243.56.224.92	2
106.36.177.224	2
218.183.138.230	2
86.23.35.147	2
Other values (419973)	419990

Length

Max length	15
Median length	14
Mean length	13.281226
Min length	8

Characters and Unicode

Total characters	5578115
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	419956 ?
Unique (%)	> 99.9%

Sample

1st row	157.37.179.160
2nd row	117.13.255.141
3rd row	153.107.127.180
4th row	150.126.162.162
5th row	113.171.168.73

Common Values

Value	Count	Frequency (%)
36.53.163.11	2	< 0.1%
243.56.224.92	2	< 0.1%
106.36.177.224	2	< 0.1%
218.183.138.230	2	< 0.1%
86.23.35.147	2	< 0.1%
166.191.113.203	2	< 0.1%
240.109.124.195	2	< 0.1%
11.19.43.3	2	< 0.1%
228.65.193.248	2	< 0.1%
132.220.114.129	2	< 0.1%
Other values (419968)	419980	> 99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
36.53.163.11	2	< 0.1%
82.235.222.236	2	< 0.1%
243.56.224.92	2	< 0.1%
109.102.208.73	2	< 0.1%
21.142.18.46	2	< 0.1%
113.194.136.139	2	< 0.1%
7.21.188.35	2	< 0.1%
187.135.194.30	2	< 0.1%
235.9.31.124	2	< 0.1%
0.198.207.78	2	< 0.1%
Other values (419968)	419980	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
.	1260000	22.6%
1	1023111	18.3%
2	735535	13.2%
4	368022	6.6%
3	367701	6.6%
5	341690	6.1%
0	302566	5.4%
9	294982	5.3%
7	294957	5.3%
6	294868	5.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4318115	77.4%
Other Punctuation	1260000	22.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1023111	23.7%
2	735535	17.0%
4	368022	8.5%
3	367701	8.5%
5	341690	7.9%
0	302566	7.0%
9	294982	6.8%
7	294957	6.8%
6	294868	6.8%
8	294683	6.8%

Other Punctuation

Value	Count	Frequency (%)
.	1260000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	5578115	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1260000	22.6%
1	1023111	18.3%
2	735535	13.2%
4	368022	6.6%
3	367701	6.6%
5	341690	6.1%
0	302566	5.4%
9	294982	5.3%
7	294957	5.3%
6	294868	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5578115	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	1260000	22.6%
1	1023111	18.3%
2	735535	13.2%
4	368022	6.6%
3	367701	6.6%
5	341690	6.1%
0	302566	5.4%
9	294982	5.3%
7	294957	5.3%
6	294868	5.3%

Browser Type
Categorical

Distinct	39
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

Qutebrowser	21099
Tor Browser	10692
Links	10667
NetSurf	10599
Slimjet	10589
Other values (34)	356354

Length

Max length	17
Median length	11
Mean length	7.5758952
Min length	3

Characters and Unicode

Total characters	3181876
Distinct characters	46
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Browsh
2nd row	Firefox
3rd row	Otter Browser
4th row	Falkon
5th row	Tor Browser

Common Values

Value	Count	Frequency (%)
Qutebrowser	21099	5.0%
Tor Browser	10692	2.5%
Links	10667	2.5%
NetSurf	10599	2.5%
Slimjet	10589	2.5%
Firefox	10583	2.5%
Midori	10580	2.5%
Epiphany	10578	2.5%
Silk	10571	2.5%
Internet Explorer	10566	2.5%
Other values (29)	303476	72.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
browser	42235	8.4%
qutebrowser	21099	4.2%
internet	20866	4.1%
tor	10692	2.1%
links	10667	2.1%
netsurf	10599	2.1%
slimjet	10589	2.1%
firefox	10583	2.1%
midori	10580	2.1%
epiphany	10578	2.1%
Other values (33)	345426	68.5%

Most occurring characters

Value	Count	Frequency (%)
r	378794	11.9%
e	315009	9.9%
o	252517	7.9%
a	177675	5.6%
n	177638	5.6%
i	168446	5.3%
t	136690	4.3%
s	126337	4.0%
S	94249	3.0%
w	84255	2.6%
Other values (36)	1270266	39.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2510316	78.9%
Uppercase Letter	577121	18.1%
Space Separator	83914	2.6%
Decimal Number	10525	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	378794	15.1%
e	315009	12.5%
o	252517	10.1%
a	177675	7.1%
n	177638	7.1%
i	168446	6.7%
t	136690	5.4%
s	126337	5.0%
w	84255	3.4%
u	84013	3.3%
Other values (14)	608942	24.3%

Uppercase Letter

Value	Count	Frequency (%)
S	94249	16.3%
B	84099	14.6%
M	62905	10.9%
E	42117	7.3%
C	31538	5.5%
L	31421	5.4%
W	31381	5.4%
I	31255	5.4%
Q	21099	3.7%
O	21080	3.7%
Other values (10)	125977	21.8%

Space Separator

Value	Count	Frequency (%)
	83914	100.0%

Decimal Number

Value	Count	Frequency (%)
3	10525	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3087437	97.0%
Common	94439	3.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	378794	12.3%
e	315009	10.2%
o	252517	8.2%
a	177675	5.8%
n	177638	5.8%
i	168446	5.5%
t	136690	4.4%
s	126337	4.1%
S	94249	3.1%
w	84255	2.7%
Other values (34)	1175827	38.1%

Common

Value	Count	Frequency (%)
	83914	88.9%
3	10525	11.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3181876	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	378794	11.9%
e	315009	9.9%
o	252517	7.9%
a	177675	5.6%
n	177638	5.6%
i	168446	5.3%
t	136690	4.3%
s	126337	4.0%
S	94249	3.0%
w	84255	2.6%
Other values (36)	1270266	39.9%

Operating System
Categorical

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

Android Wear	10668
Ubuntu	10659
iOS	10645
HarmonyOS	10627
Debian	10624
Other values (35)	366777

Length

Max length	24
Median length	11
Mean length	7.8728905
Min length	3

Characters and Unicode

Total characters	3306614
Distinct characters	48
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	macOS
2nd row	openSUSE
3rd row	Windows CE
4th row	Debian
5th row	AIX

Common Values

Value	Count	Frequency (%)
Android Wear	10668	2.5%
Ubuntu	10659	2.5%
iOS	10645	2.5%
HarmonyOS	10627	2.5%
Debian	10624	2.5%
QNX	10612	2.5%
Linux	10599	2.5%
macOS Server	10595	2.5%
Firefox OS	10591	2.5%
Red Hat Enterprise Linux	10583	2.5%
Other values (30)	313797	74.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
os	52308	8.9%
windows	41616	7.1%
android	31651	5.4%
linux	31590	5.4%
macos	21165	3.6%
server	20986	3.6%
wear	10668	1.8%
ubuntu	10659	1.8%
ios	10645	1.8%
harmonyos	10627	1.8%
Other values (33)	345918	58.8%

Most occurring characters

Value	Count	Frequency (%)
i	241402	7.3%
e	241369	7.3%
n	220906	6.7%
S	220404	6.7%
r	210254	6.4%
o	209331	6.3%
a	178875	5.4%
	167833	5.1%
O	136504	4.1%
d	125887	3.8%
Other values (38)	1353849	40.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2193876	66.3%
Uppercase Letter	934383	28.3%
Space Separator	167833	5.1%
Dash Punctuation	10522	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	241402	11.0%
e	241369	11.0%
n	220906	10.1%
r	210254	9.6%
o	209331	9.5%
a	178875	8.2%
d	125887	5.7%
s	83592	3.8%
m	73740	3.4%
t	73570	3.4%
Other values (13)	534950	24.4%

Uppercase Letter

Value	Count	Frequency (%)
S	220404	23.6%
O	136504	14.6%
A	52444	5.6%
W	52284	5.6%
U	42223	4.5%
X	41949	4.5%
C	41799	4.5%
H	31732	3.4%
L	31590	3.4%
E	31583	3.4%
Other values (13)	251871	27.0%

Space Separator

Value	Count	Frequency (%)
	167833	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	10522	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3128259	94.6%
Common	178355	5.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	241402	7.7%
e	241369	7.7%
n	220906	7.1%
S	220404	7.0%
r	210254	6.7%
o	209331	6.7%
a	178875	5.7%
O	136504	4.4%
d	125887	4.0%
s	83592	2.7%
Other values (36)	1259735	40.3%

Common

Value	Count	Frequency (%)
	167833	94.1%
-	10522	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3306614	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	241402	7.3%
e	241369	7.3%
n	220906	6.7%
S	220404	6.7%
r	210254	6.4%
o	209331	6.3%
a	178875	5.4%
	167833	5.1%
O	136504	4.1%
d	125887	3.8%
Other values (38)	1353849	40.9%

Merchant Category
Categorical

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

Industrial & Scientific	10687
Appliances	10663
Farm & Agriculture	10635
Pets & Animals	10631
Financial Services	10621
Other values (35)	366763

Length

Max length	23
Median length	17
Mean length	14.851748
Min length	7

Characters and Unicode

Total characters	6237734
Distinct characters	45
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Fitness & Nutrition
2nd row	Jewelry
3rd row	Furniture
4th row	Electronics Repair
5th row	Wedding & Bridal

Common Values

Value	Count	Frequency (%)
Industrial & Scientific	10687	2.5%
Appliances	10663	2.5%
Farm & Agriculture	10635	2.5%
Pets & Animals	10631	2.5%
Financial Services	10621	2.5%
Wedding & Bridal	10611	2.5%
Home & Garden	10609	2.5%
Sports & Outdoors	10584	2.5%
Baby & Maternity	10583	2.5%
Charity & Nonprofit	10576	2.5%
Other values (30)	313800	74.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	210725	22.3%
services	31370	3.3%
home	21137	2.2%
electronics	20913	2.2%
industrial	10687	1.1%
scientific	10687	1.1%
appliances	10663	1.1%
agriculture	10635	1.1%
farm	10635	1.1%
animals	10631	1.1%
Other values (57)	597702	63.2%

Most occurring characters

Value	Count	Frequency (%)
e	587030	9.4%
	525785	8.4%
i	462448	7.4%
t	451301	7.2%
r	388786	6.2%
s	357090	5.7%
n	347317	5.6%
o	335493	5.4%
a	304860	4.9%
l	262008	4.2%
Other values (35)	2215616	35.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4766164	76.4%
Uppercase Letter	735060	11.8%
Space Separator	525785	8.4%
Other Punctuation	210725	3.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	587030	12.3%
i	462448	9.7%
t	451301	9.5%
r	388786	8.2%
s	357090	7.5%
n	347317	7.3%
o	335493	7.0%
a	304860	6.4%
l	262008	5.5%
c	220093	4.6%
Other values (14)	1049738	22.0%

Uppercase Letter

Value	Count	Frequency (%)
S	104696	14.2%
A	63235	8.6%
B	62819	8.5%
F	52857	7.2%
E	52496	7.1%
C	52149	7.1%
H	42195	5.7%
G	42086	5.7%
T	42062	5.7%
I	31721	4.3%
Other values (9)	188744	25.7%

Space Separator

Value	Count	Frequency (%)
	525785	100.0%

Other Punctuation

Value	Count	Frequency (%)
&	210725	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5501224	88.2%
Common	736510	11.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	587030	10.7%
i	462448	8.4%
t	451301	8.2%
r	388786	7.1%
s	357090	6.5%
n	347317	6.3%
o	335493	6.1%
a	304860	5.5%
l	262008	4.8%
c	220093	4.0%
Other values (33)	1784798	32.4%

Common

Value	Count	Frequency (%)
	525785	71.4%
&	210725	28.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6237734	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	587030	9.4%
	525785	8.4%
i	462448	7.4%
t	451301	7.2%
r	388786	6.2%
s	357090	5.7%
n	347317	5.6%
o	335493	5.4%
a	304860	4.9%
l	262008	4.2%
Other values (35)	2215616	35.5%

User Age
Real number (ℝ)

Distinct	63
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.011221

Minimum	18
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	18
5-th percentile	21
Q1	33
median	49
Q3	65
95-th percentile	77
Maximum	80
Range	62
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	18.186066
Coefficient of variation (CV)	0.37105922
Kurtosis	-1.2020499
Mean	49.011221
Median Absolute Deviation (MAD)	16
Skewness	-0.0018995806
Sum	20584713
Variance	330.73298
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
59	6840	1.6%
72	6834	1.6%
70	6820	1.6%
54	6796	1.6%
27	6787	1.6%
51	6772	1.6%
46	6771	1.6%
21	6754	1.6%
74	6749	1.6%
42	6744	1.6%
Other values (53)	352133	83.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	6707	1.6%
19	6599	1.6%
20	6624	1.6%
21	6754	1.6%
22	6671	1.6%
23	6653	1.6%
24	6684	1.6%
25	6624	1.6%
26	6648	1.6%
27	6787	1.6%

Value	Count	Frequency (%)
80	6631	1.6%
79	6704	1.6%
78	6472	1.5%
77	6619	1.6%
76	6657	1.6%
75	6728	1.6%
74	6749	1.6%
73	6648	1.6%
72	6834	1.6%
71	6715	1.6%

User Occupation
Categorical

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

Firefighter	16497
Engineer	16359
Physicist	16276
Geologist	16258
Software Developer	16243
Other values (21)	338367

Length

Max length	18
Median length	13
Mean length	9.2724881
Min length	4

Characters and Unicode

Total characters	3894445
Distinct characters	36
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Police Officer
2nd row	Doctor
3rd row	Electrician
4th row	Chef
5th row	Engineer

Common Values

Value	Count	Frequency (%)
Firefighter	16497	3.9%
Engineer	16359	3.9%
Physicist	16276	3.9%
Geologist	16258	3.9%
Software Developer	16243	3.9%
Teacher	16227	3.9%
Event Planner	16208	3.9%
Chef	16203	3.9%
Plumber	16180	3.9%
Salesperson	16180	3.9%
Other values (16)	257369	61.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
firefighter	16497	3.4%
engineer	16359	3.4%
physicist	16276	3.4%
geologist	16258	3.4%
software	16243	3.4%
developer	16243	3.4%
teacher	16227	3.3%
event	16208	3.3%
planner	16208	3.3%
chef	16203	3.3%
Other values (20)	321828	66.4%

Most occurring characters

Value	Count	Frequency (%)
e	517656	13.3%
r	355718	9.1%
i	323604	8.3%
t	290837	7.5%
o	258145	6.6%
n	210133	5.4%
s	209925	5.4%
c	209375	5.4%
a	193742	5.0%
l	161403	4.1%
Other values (26)	1163907	29.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3345345	85.9%
Uppercase Letter	484550	12.4%
Space Separator	64550	1.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	517656	15.5%
r	355718	10.6%
i	323604	9.7%
t	290837	8.7%
o	258145	7.7%
n	210133	6.3%
s	209925	6.3%
c	209375	6.3%
a	193742	5.8%
l	161403	4.8%
Other values (10)	614807	18.4%

Uppercase Letter

Value	Count	Frequency (%)
P	80657	16.6%
E	48718	10.1%
S	48558	10.0%
D	48483	10.0%
C	48341	10.0%
A	48223	10.0%
F	32580	6.7%
G	16258	3.4%
T	16227	3.3%
B	16175	3.3%
Other values (5)	80330	16.6%

Space Separator

Value	Count	Frequency (%)
	64550	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3829895	98.3%
Common	64550	1.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	517656	13.5%
r	355718	9.3%
i	323604	8.4%
t	290837	7.6%
o	258145	6.7%
n	210133	5.5%
s	209925	5.5%
c	209375	5.5%
a	193742	5.1%
l	161403	4.2%
Other values (25)	1099357	28.7%

Common

Value	Count	Frequency (%)
	64550	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3894445	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	517656	13.3%
r	355718	9.1%
i	323604	8.3%
t	290837	7.5%
o	258145	6.6%
n	210133	5.4%
s	209925	5.4%
c	209375	5.4%
a	193742	5.0%
l	161403	4.1%
Other values (26)	1163907	29.9%

User Income
Real number (ℝ)

Distinct	411300
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50460.594

Minimum	1000.25
Maximum	99999.96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	1000.25
5-th percentile	5870.8625
Q1	25653.862
median	50498.245
Q3	75217.688
95-th percentile	95009.133
Maximum	99999.96
Range	98999.71
Interquartile range (IQR)	49563.825

Descriptive statistics

Standard deviation	28609.041
Coefficient of variation (CV)	0.56695806
Kurtosis	-1.201963
Mean	50460.594
Median Absolute Deviation (MAD)	24780.995
Skewness	-0.0008193249
Sum	2.1193449 × 10¹⁰
Variance	8.1847721 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10307.72	3	< 0.1%
80491.25	3	< 0.1%
12416.25	3	< 0.1%
17064.27	3	< 0.1%
64068.08	3	< 0.1%
39960.96	3	< 0.1%
86583.02	3	< 0.1%
42333.98	3	< 0.1%
98836.21	3	< 0.1%
75415.17	3	< 0.1%
Other values (411290)	419970	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1000.25	1	< 0.1%
1000.62	1	< 0.1%
1001.1	1	< 0.1%
1001.66	1	< 0.1%
1001.69	1	< 0.1%
1001.74	1	< 0.1%
1002.11	1	< 0.1%
1002.15	1	< 0.1%
1002.79	2	< 0.1%
1002.86	1	< 0.1%

Value	Count	Frequency (%)
99999.96	1	< 0.1%
99999.74	1	< 0.1%
99999.62	1	< 0.1%
99999.61	1	< 0.1%
99999.46	1	< 0.1%
99999.35	1	< 0.1%
99998.71	1	< 0.1%
99998.65	1	< 0.1%
99998.64	1	< 0.1%
99998.56	1	< 0.1%

User Gender
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

Genderqueer	60259
Male	60187
Non-Binary	60112
Agender	60101
Other	59918
Other values (2)	119423

Length

Max length	17
Median length	7
Mean length	8.5703833
Min length	4

Characters and Unicode

Total characters	3599561
Distinct characters	27
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Non-Binary
3rd row	Female
4th row	Female
5th row	Male

Common Values

Value	Count	Frequency (%)
Genderqueer	60259	14.3%
Male	60187	14.3%
Non-Binary	60112	14.3%
Agender	60101	14.3%
Other	59918	14.3%
Prefer Not to Say	59819	14.2%
Female	59604	14.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
genderqueer	60259	10.1%
male	60187	10.0%
non-binary	60112	10.0%
agender	60101	10.0%
other	59918	10.0%
prefer	59819	10.0%
not	59819	10.0%
to	59819	10.0%
say	59819	10.0%
female	59604	9.9%

Most occurring characters

Value	Count	Frequency (%)
e	720189	20.0%
r	420287	11.7%
n	240584	6.7%
a	239722	6.7%
o	179750	5.0%
t	179556	5.0%
	179457	5.0%
d	120360	3.3%
y	119931	3.3%
N	119931	3.3%
Other values (17)	1079794	30.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2760242	76.7%
Uppercase Letter	599750	16.7%
Space Separator	179457	5.0%
Dash Punctuation	60112	1.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	720189	26.1%
r	420287	15.2%
n	240584	8.7%
a	239722	8.7%
o	179750	6.5%
t	179556	6.5%
d	120360	4.4%
y	119931	4.3%
l	119791	4.3%
q	60259	2.2%
Other values (6)	359813	13.0%

Uppercase Letter

Value	Count	Frequency (%)
N	119931	20.0%
G	60259	10.0%
M	60187	10.0%
B	60112	10.0%
A	60101	10.0%
O	59918	10.0%
P	59819	10.0%
S	59819	10.0%
F	59604	9.9%

Space Separator

Value	Count	Frequency (%)
	179457	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	60112	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3359992	93.3%
Common	239569	6.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	720189	21.4%
r	420287	12.5%
n	240584	7.2%
a	239722	7.1%
o	179750	5.3%
t	179556	5.3%
d	120360	3.6%
y	119931	3.6%
N	119931	3.6%
l	119791	3.6%
Other values (15)	899891	26.8%

Common

Value	Count	Frequency (%)
	179457	74.9%
-	60112	25.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3599561	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	720189	20.0%
r	420287	11.7%
n	240584	6.7%
a	239722	6.7%
o	179750	5.0%
t	179556	5.0%
	179457	5.0%
d	120360	3.3%
y	119931	3.3%
N	119931	3.3%
Other values (17)	1079794	30.0%

User Account Status
Categorical

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

Trial	23633
VIP	23609
Inactive	23473
Premium	23441
Suspended	23438
Other values (13)	302406

Length

Max length	16
Median length	9
Mean length	6.7756619
Min length	3

Characters and Unicode

Total characters	2845778
Distinct characters	35
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Standard
2nd row	Free
3rd row	Member
4th row	Member
5th row	Inactive

Common Values

Value	Count	Frequency (%)
Trial	23633	5.6%
VIP	23609	5.6%
Inactive	23473	5.6%
Premium	23441	5.6%
Suspended	23438	5.6%
Limited	23427	5.6%
Standard	23414	5.6%
Member	23367	5.6%
Pending Approval	23346	5.6%
Pro	23345	5.6%
Other values (8)	185507	44.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
trial	23633	5.3%
vip	23609	5.3%
inactive	23473	5.3%
premium	23441	5.3%
suspended	23438	5.3%
limited	23427	5.3%
standard	23414	5.3%
member	23367	5.3%
approval	23346	5.3%
pending	23346	5.3%
Other values (9)	208852	47.1%

Most occurring characters

Value	Count	Frequency (%)
e	419071	14.7%
i	302493	10.6%
r	209968	7.4%
d	209906	7.4%
n	163454	5.7%
t	139968	4.9%
a	117280	4.1%
P	93741	3.3%
m	93676	3.3%
v	93329	3.3%
Other values (25)	1002892	35.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2331868	81.9%
Uppercase Letter	490564	17.2%
Space Separator	23346	0.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	419071	18.0%
i	302493	13.0%
r	209968	9.0%
d	209906	9.0%
n	163454	7.0%
t	139968	6.0%
a	117280	5.0%
m	93676	4.0%
v	93329	4.0%
s	93189	4.0%
Other values (10)	489534	21.0%

Uppercase Letter

Value	Count	Frequency (%)
P	93741	19.1%
I	47082	9.6%
S	46852	9.6%
A	46574	9.5%
V	46431	9.5%
T	23633	4.8%
L	23427	4.8%
M	23367	4.8%
C	23325	4.8%
F	23318	4.8%
Other values (4)	92814	18.9%

Space Separator

Value	Count	Frequency (%)
	23346	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2822432	99.2%
Common	23346	0.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	419071	14.8%
i	302493	10.7%
r	209968	7.4%
d	209906	7.4%
n	163454	5.8%
t	139968	5.0%
a	117280	4.2%
P	93741	3.3%
m	93676	3.3%
v	93329	3.3%
Other values (24)	979546	34.7%

Common

Value	Count	Frequency (%)
	23346	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2845778	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	419071	14.7%
i	302493	10.6%
r	209968	7.4%
d	209906	7.4%
n	163454	5.7%
t	139968	4.9%
a	117280	4.1%
P	93741	3.3%
m	93676	3.3%
v	93329	3.3%
Other values (25)	1002892	35.2%

Transaction Status
Categorical

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

Sent	10729
Pending Payment	10625
Failed	10615
Refunded	10614
Blocked	10603
Other values (35)	366814

Length

Max length	21
Median length	17
Mean length	9.5273405
Min length	4

Characters and Unicode

Total characters	4001483
Distinct characters	40
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Error
2nd row	Debit
3rd row	In Progress
4th row	Void
5th row	Under Review

Common Values

Value	Count	Frequency (%)
Sent	10729	2.6%
Pending Payment	10625	2.5%
Failed	10615	2.5%
Refunded	10614	2.5%
Blocked	10603	2.5%
Declined	10600	2.5%
Processing	10576	2.5%
Cancelled	10565	2.5%
Pending Review	10565	2.5%
Closed	10563	2.5%
Other values (30)	313945	74.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
pending	42091	7.9%
review	21123	3.9%
declined	21112	3.9%
in	21059	3.9%
partially	20930	3.9%
approved	20848	3.9%
sent	10729	2.0%
payment	10625	2.0%
failed	10615	2.0%
refunded	10614	2.0%
Other values (33)	345987	64.6%

Most occurring characters

Value	Count	Frequency (%)
e	650925	16.3%
d	367417	9.2%
i	336128	8.4%
r	272744	6.8%
n	263642	6.6%
t	199115	5.0%
l	189112	4.7%
o	188761	4.7%
a	136858	3.4%
s	126008	3.1%
Other values (30)	1270773	31.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3360491	84.0%
Uppercase Letter	525259	13.1%
Space Separator	115733	2.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	650925	19.4%
d	367417	10.9%
i	336128	10.0%
r	272744	8.1%
n	263642	7.8%
t	199115	5.9%
l	189112	5.6%
o	188761	5.6%
a	136858	4.1%
s	126008	3.7%
Other values (15)	629781	18.7%

Uppercase Letter

Value	Count	Frequency (%)
P	115588	22.0%
C	63195	12.0%
R	63004	12.0%
D	52395	10.0%
A	41814	8.0%
S	31542	6.0%
V	31457	6.0%
T	21075	4.0%
I	21059	4.0%
U	21009	4.0%
Other values (4)	63121	12.0%

Space Separator

Value	Count	Frequency (%)
	115733	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3885750	97.1%
Common	115733	2.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	650925	16.8%
d	367417	9.5%
i	336128	8.7%
r	272744	7.0%
n	263642	6.8%
t	199115	5.1%
l	189112	4.9%
o	188761	4.9%
a	136858	3.5%
s	126008	3.2%
Other values (29)	1155040	29.7%

Common

Value	Count	Frequency (%)
	115733	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4001483	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	650925	16.3%
d	367417	9.2%
i	336128	8.4%
r	272744	6.8%
n	263642	6.6%
t	199115	5.0%
l	189112	4.7%
o	188761	4.7%
a	136858	3.4%
s	126008	3.1%
Other values (30)	1270773	31.8%

Location Distance
Real number (ℝ)

Distinct	9901
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.504677

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	1
5-th percentile	5.9895
Q1	25.72
median	50.5
Q3	75.23
95-th percentile	95.05
Maximum	100
Range	99
Interquartile range (IQR)	49.51

Descriptive statistics

Standard deviation	28.571549
Coefficient of variation (CV)	0.56572084
Kurtosis	-1.2015989
Mean	50.504677
Median Absolute Deviation (MAD)	24.76
Skewness	0.00040456792
Sum	21211965
Variance	816.33339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
93	70	< 0.1%
17.62	67	< 0.1%
52.39	67	< 0.1%
17.07	66	< 0.1%
91.18	66	< 0.1%
58.88	66	< 0.1%
99.44	66	< 0.1%
40.89	65	< 0.1%
4.39	65	< 0.1%
2.69	65	< 0.1%
Other values (9891)	419337	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	13	< 0.1%
1.01	40	< 0.1%
1.02	35	< 0.1%
1.03	38	< 0.1%
1.04	30	< 0.1%
1.05	36	< 0.1%
1.06	43	< 0.1%
1.07	42	< 0.1%
1.08	44	< 0.1%
1.09	42	< 0.1%

Value	Count	Frequency (%)
100	26	< 0.1%
99.99	42	< 0.1%
99.98	48	< 0.1%
99.97	27	< 0.1%
99.96	34	< 0.1%
99.95	47	< 0.1%
99.94	36	< 0.1%
99.93	44	< 0.1%
99.92	36	< 0.1%
99.91	40	< 0.1%

Time Taken for Transaction
Real number (ℝ)

Distinct	5901
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.555903

Minimum	1
Maximum	60
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	1
5-th percentile	3.96
Q1	15.8
median	30.6
Q3	45.33
95-th percentile	57.06
Maximum	60
Range	59
Interquartile range (IQR)	29.53

Descriptive statistics

Standard deviation	17.049644
Coefficient of variation (CV)	0.55798198
Kurtosis	-1.202061
Mean	30.555903
Median Absolute Deviation (MAD)	14.77
Skewness	-0.0057498815
Sum	12833479
Variance	290.69034
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.95	106	< 0.1%
37.12	105	< 0.1%
23.63	105	< 0.1%
53.56	104	< 0.1%
2.94	102	< 0.1%
49.41	101	< 0.1%
36.65	100	< 0.1%
30.5	99	< 0.1%
24.9	99	< 0.1%
6.45	98	< 0.1%
Other values (5891)	418981	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	38	< 0.1%
1.01	56	< 0.1%
1.02	85	< 0.1%
1.03	88	< 0.1%
1.04	63	< 0.1%
1.05	84	< 0.1%
1.06	67	< 0.1%
1.07	70	< 0.1%
1.08	73	< 0.1%
1.09	75	< 0.1%

Value	Count	Frequency (%)
60	30	< 0.1%
59.99	75	< 0.1%
59.98	70	< 0.1%
59.97	60	< 0.1%
59.96	55	< 0.1%
59.95	72	< 0.1%
59.94	82	< 0.1%
59.93	76	< 0.1%
59.92	70	< 0.1%
59.91	72	< 0.1%

Transaction Time of Day
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

Nighttime	140247
Evening	139903
Daytime	139850

Length

Max length	9
Median length	7
Mean length	7.6678429
Min length	7

Characters and Unicode

Total characters	3220494
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Evening
2nd row	Nighttime
3rd row	Daytime
4th row	Daytime
5th row	Evening

Common Values

Value	Count	Frequency (%)
Nighttime	140247	33.4%
Evening	139903	33.3%
Daytime	139850	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nighttime	140247	33.4%
evening	139903	33.3%
daytime	139850	33.3%

Most occurring characters

Value	Count	Frequency (%)
i	560247	17.4%
t	420344	13.1%
e	420000	13.0%
g	280150	8.7%
m	280097	8.7%
n	279806	8.7%
N	140247	4.4%
h	140247	4.4%
E	139903	4.3%
v	139903	4.3%
Other values (3)	419550	13.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2800494	87.0%
Uppercase Letter	420000	13.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	560247	20.0%
t	420344	15.0%
e	420000	15.0%
g	280150	10.0%
m	280097	10.0%
n	279806	10.0%
h	140247	5.0%
v	139903	5.0%
a	139850	5.0%
y	139850	5.0%

Uppercase Letter

Value	Count	Frequency (%)
N	140247	33.4%
E	139903	33.3%
D	139850	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3220494	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	560247	17.4%
t	420344	13.1%
e	420000	13.0%
g	280150	8.7%
m	280097	8.7%
n	279806	8.7%
N	140247	4.4%
h	140247	4.4%
E	139903	4.3%
v	139903	4.3%
Other values (3)	419550	13.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3220494	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	560247	17.4%
t	420344	13.1%
e	420000	13.0%
g	280150	8.7%
m	280097	8.7%
n	279806	8.7%
N	140247	4.4%
h	140247	4.4%
E	139903	4.3%
v	139903	4.3%
Other values (3)	419550	13.0%

User's Transaction History
Real number (ℝ)

Distinct	100
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.534569

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	26
median	51
Q3	76
95-th percentile	95
Maximum	100
Range	99
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	28.850937
Coefficient of variation (CV)	0.57091487
Kurtosis	-1.1994281
Mean	50.534569
Median Absolute Deviation (MAD)	25
Skewness	-0.0032846513
Sum	21224519
Variance	832.37656
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
79	4344	1.0%
40	4339	1.0%
61	4337	1.0%
18	4323	1.0%
3	4322	1.0%
19	4320	1.0%
95	4317	1.0%
12	4309	1.0%
28	4292	1.0%
58	4291	1.0%
Other values (90)	376806	89.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4240	1.0%
2	4187	1.0%
3	4322	1.0%
4	4220	1.0%
5	4080	1.0%
6	4233	1.0%
7	4176	1.0%
8	4182	1.0%
9	4162	1.0%
10	4143	1.0%

Value	Count	Frequency (%)
100	4109	1.0%
99	4173	1.0%
98	4109	1.0%
97	4166	1.0%
96	4254	1.0%
95	4317	1.0%
94	4125	1.0%
93	4191	1.0%
92	4245	1.0%
91	4210	1.0%

Merchant's Reputation Score
Real number (ℝ)

Distinct	401
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9961925

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	1
5-th percentile	1.2
Q1	1.99
median	2.99
Q3	4
95-th percentile	4.8
Maximum	5
Range	4
Interquartile range (IQR)	2.01

Descriptive statistics

Standard deviation	1.1557042
Coefficient of variation (CV)	0.38572429
Kurtosis	-1.2012354
Mean	2.9961925
Median Absolute Deviation (MAD)	1
Skewness	0.0063485419
Sum	1258400.9
Variance	1.3356523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.93	1162	0.3%
2.05	1147	0.3%
3.01	1136	0.3%
1.25	1127	0.3%
1.67	1124	0.3%
4.57	1118	0.3%
1.4	1117	0.3%
1.28	1115	0.3%
2.55	1113	0.3%
3.31	1113	0.3%
Other values (391)	408728	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	529	0.1%
1.01	1041	0.2%
1.02	1096	0.3%
1.03	1040	0.2%
1.04	1090	0.3%
1.05	1002	0.2%
1.06	1058	0.3%
1.07	1034	0.2%
1.08	1020	0.2%
1.09	1054	0.3%

Value	Count	Frequency (%)
5	559	0.1%
4.99	1037	0.2%
4.98	1082	0.3%
4.97	1051	0.3%
4.96	1015	0.2%
4.95	1058	0.3%
4.94	1036	0.2%
4.93	1162	0.3%
4.92	1038	0.2%
4.91	1063	0.3%

User's Device Location
Categorical

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

Qatar	10665
Turkey	10646
Thailand	10624
Poland	10617
New Zealand	10613
Other values (35)	366835

Length

Max length	20
Median length	13
Mean length	7.93875
Min length	5

Characters and Unicode

Total characters	3334275
Distinct characters	44
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Spain
2nd row	Spain
3rd row	Qatar
4th row	United Kingdom
5th row	China

Common Values

Value	Count	Frequency (%)
Qatar	10665	2.5%
Turkey	10646	2.5%
Thailand	10624	2.5%
Poland	10617	2.5%
New Zealand	10613	2.5%
Germany	10612	2.5%
Greece	10598	2.5%
Norway	10587	2.5%
Singapore	10584	2.5%
Belgium	10582	2.5%
Other values (30)	313872	74.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
united	31163	6.1%
south	20748	4.0%
qatar	10665	2.1%
turkey	10646	2.1%
thailand	10624	2.1%
poland	10617	2.1%
new	10613	2.1%
zealand	10613	2.1%
germany	10612	2.1%
greece	10598	2.1%
Other values (36)	376943	73.4%

Most occurring characters

Value	Count	Frequency (%)
a	472026	14.2%
e	283541	8.5%
i	282406	8.5%
n	272665	8.2%
r	209757	6.3%
t	177622	5.3%
d	146713	4.4%
l	115990	3.5%
o	115488	3.5%
s	104610	3.1%
Other values (34)	1153457	34.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2726591	81.8%
Uppercase Letter	513842	15.4%
Space Separator	93842	2.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	472026	17.3%
e	283541	10.4%
i	282406	10.4%
n	272665	10.0%
r	209757	7.7%
t	177622	6.5%
d	146713	5.4%
l	115990	4.3%
o	115488	4.2%
s	104610	3.8%
Other values (13)	545773	20.0%

Uppercase Letter

Value	Count	Frequency (%)
S	83292	16.2%
A	62538	12.2%
I	42128	8.2%
N	42060	8.2%
T	31736	6.2%
K	31317	6.1%
U	31163	6.1%
G	21210	4.1%
B	21151	4.1%
M	21139	4.1%
Other values (10)	126108	24.5%

Space Separator

Value	Count	Frequency (%)
	93842	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3240433	97.2%
Common	93842	2.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	472026	14.6%
e	283541	8.8%
i	282406	8.7%
n	272665	8.4%
r	209757	6.5%
t	177622	5.5%
d	146713	4.5%
l	115990	3.6%
o	115488	3.6%
s	104610	3.2%
Other values (33)	1059615	32.7%

Common

Value	Count	Frequency (%)
	93842	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3334275	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	472026	14.2%
e	283541	8.5%
i	282406	8.5%
n	272665	8.2%
r	209757	6.3%
t	177622	5.3%
d	146713	4.4%
l	115990	3.5%
o	115488	3.5%
s	104610	3.1%
Other values (34)	1153457	34.6%

Transaction Currency
Categorical

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

ARS	10711
THB	10668
CZK	10636
VND	10600
RUB	10597
Other values (35)	366788

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1260000
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NOK
2nd row	RON
3rd row	IDN
4th row	ARS
5th row	SAR

Common Values

Value	Count	Frequency (%)
ARS	10711	2.6%
THB	10668	2.5%
CZK	10636	2.5%
VND	10600	2.5%
RUB	10597	2.5%
TRY	10597	2.5%
SAR	10596	2.5%
CNY	10590	2.5%
HKD	10581	2.5%
MXN	10580	2.5%
Other values (30)	313844	74.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ars	10711	2.6%
thb	10668	2.5%
czk	10636	2.5%
vnd	10600	2.5%
rub	10597	2.5%
try	10597	2.5%
sar	10596	2.5%
cny	10590	2.5%
hkd	10581	2.5%
mxn	10580	2.5%
Other values (30)	313844	74.7%

Most occurring characters

Value	Count	Frequency (%)
R	126254	10.0%
N	104910	8.3%
D	104733	8.3%
P	94535	7.5%
K	83752	6.6%
A	73750	5.9%
S	73487	5.8%
C	62982	5.0%
E	62616	5.0%
U	52709	4.2%
Other values (16)	420272	33.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1260000	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
R	126254	10.0%
N	104910	8.3%
D	104733	8.3%
P	94535	7.5%
K	83752	6.6%
A	73750	5.9%
S	73487	5.8%
C	62982	5.0%
E	62616	5.0%
U	52709	4.2%
Other values (16)	420272	33.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1260000	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
R	126254	10.0%
N	104910	8.3%
D	104733	8.3%
P	94535	7.5%
K	83752	6.6%
A	73750	5.9%
S	73487	5.8%
C	62982	5.0%
E	62616	5.0%
U	52709	4.2%
Other values (16)	420272	33.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1260000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
R	126254	10.0%
N	104910	8.3%
D	104733	8.3%
P	94535	7.5%
K	83752	6.6%
A	73750	5.9%
S	73487	5.8%
C	62982	5.0%
E	62616	5.0%
U	52709	4.2%
Other values (16)	420272	33.4%

Transaction Purpose
Categorical

Distinct	38
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

Insurance Premium	11314
Donation to Nonprofit	11212
Retail Purchase	11209
Settlement	11184
Buyback	11167
Other values (33)	363914

Length

Max length	21
Median length	16
Mean length	13.008264
Min length	4

Characters and Unicode

Total characters	5463471
Distinct characters	41
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Royalty
2nd row	Rental Payment
3rd row	Rent
4th row	Insurance Premium
5th row	Product Purchase

Common Values

Value	Count	Frequency (%)
Insurance Premium	11314	2.7%
Donation to Nonprofit	11212	2.7%
Retail Purchase	11209	2.7%
Settlement	11184	2.7%
Buyback	11167	2.7%
Gift Purchase	11162	2.7%
Consultation Fee	11161	2.7%
Bill Payment	11141	2.7%
Auction Bid	11140	2.7%
Compensation	11137	2.7%
Other values (28)	308173	73.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
payment	66120	9.3%
purchase	44562	6.3%
to	22343	3.2%
donation	22291	3.1%
settlement	22264	3.1%
fee	22104	3.1%
insurance	11314	1.6%
premium	11314	1.6%
nonprofit	11212	1.6%
retail	11209	1.6%
Other values (42)	463222	65.4%

Most occurring characters

Value	Count	Frequency (%)
e	629314	11.5%
t	497561	9.1%
n	453181	8.3%
i	386463	7.1%
a	376416	6.9%
	287955	5.3%
o	277224	5.1%
s	254010	4.6%
r	233000	4.3%
m	209966	3.8%
Other values (31)	1858381	34.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4489904	82.2%
Uppercase Letter	685612	12.5%
Space Separator	287955	5.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	629314	14.0%
t	497561	11.1%
n	453181	10.1%
i	386463	8.6%
a	376416	8.4%
o	277224	6.2%
s	254010	5.7%
r	233000	5.2%
m	209966	4.7%
c	177450	4.0%
Other values (14)	995319	22.2%

Uppercase Letter

Value	Count	Frequency (%)
P	144178	21.0%
R	121216	17.7%
S	55417	8.1%
C	55314	8.1%
B	44485	6.5%
F	44315	6.5%
I	44239	6.5%
D	44115	6.4%
T	33084	4.8%
A	33024	4.8%
Other values (6)	66225	9.7%

Space Separator

Value	Count	Frequency (%)
	287955	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5175516	94.7%
Common	287955	5.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	629314	12.2%
t	497561	9.6%
n	453181	8.8%
i	386463	7.5%
a	376416	7.3%
o	277224	5.4%
s	254010	4.9%
r	233000	4.5%
m	209966	4.1%
c	177450	3.4%
Other values (30)	1680931	32.5%

Common

Value	Count	Frequency (%)
	287955	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5463471	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	629314	11.5%
t	497561	9.1%
n	453181	8.3%
i	386463	7.1%
a	376416	6.9%
	287955	5.3%
o	277224	5.1%
s	254010	4.6%
r	233000	4.3%
m	209966	3.8%
Other values (31)	1858381	34.0%

User's Credit Score
Real number (ℝ)

Distinct	551
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	574.69472

Minimum	300
Maximum	850
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	300
5-th percentile	327
Q1	437
median	574
Q3	713
95-th percentile	823
Maximum	850
Range	550
Interquartile range (IQR)	276

Descriptive statistics

Standard deviation	159.03092
Coefficient of variation (CV)	0.27672243
Kurtosis	-1.1998153
Mean	574.69472
Median Absolute Deviation (MAD)	138
Skewness	0.002419055
Sum	2.4137178 × 10⁸
Variance	25290.833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
422	847	0.2%
720	842	0.2%
440	833	0.2%
408	830	0.2%
523	829	0.2%
719	827	0.2%
603	826	0.2%
525	824	0.2%
549	824	0.2%
430	823	0.2%
Other values (541)	411695	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
300	726	0.2%
301	767	0.2%
302	746	0.2%
303	797	0.2%
304	777	0.2%
305	784	0.2%
306	775	0.2%
307	813	0.2%
308	796	0.2%
309	792	0.2%

Value	Count	Frequency (%)
850	741	0.2%
849	730	0.2%
848	764	0.2%
847	778	0.2%
846	780	0.2%
845	751	0.2%
844	692	0.2%
843	711	0.2%
842	784	0.2%
841	756	0.2%

User's Email Domain
Categorical

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

gmail.com	10753
yandex.co.uk	10717
yahoo.co.uk	10662
zoho.co.uk	10657
rediffmail.co.uk	10622
Other values (35)	366589

Length

Max length	16
Median length	12
Mean length	11.075131
Min length	7

Characters and Unicode

Total characters	4651555
Distinct characters	23
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	yahoo.co.uk
2nd row	protonmail.co.uk
3rd row	cox.net
4th row	outlook.com
5th row	aol.com

Common Values

Value	Count	Frequency (%)
gmail.com	10753	2.6%
yandex.co.uk	10717	2.6%
yahoo.co.uk	10662	2.5%
zoho.co.uk	10657	2.5%
rediffmail.co.uk	10622	2.5%
gmail.co.in	10618	2.5%
aol.com	10614	2.5%
outlook.co.uk	10611	2.5%
rocketmail.co.uk	10608	2.5%
fastmail.co.uk	10579	2.5%
Other values (30)	313559	74.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
gmail.com	10753	2.6%
yandex.co.uk	10717	2.6%
yahoo.co.uk	10662	2.5%
zoho.co.uk	10657	2.5%
rediffmail.co.uk	10622	2.5%
gmail.co.in	10618	2.5%
aol.com	10614	2.5%
outlook.co.uk	10611	2.5%
rocketmail.co.uk	10608	2.5%
fastmail.co.uk	10579	2.5%
Other values (30)	313559	74.7%

Most occurring characters

Value	Count	Frequency (%)
o	756093	16.3%
.	609429	13.1%
c	461890	9.9%
m	367176	7.9%
a	346602	7.5%
i	272462	5.9%
u	252421	5.4%
l	220177	4.7%
k	210650	4.5%
t	178314	3.8%
Other values (13)	976341	21.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4042126	86.9%
Other Punctuation	609429	13.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	756093	18.7%
c	461890	11.4%
m	367176	9.1%
a	346602	8.6%
i	272462	6.7%
u	252421	6.2%
l	220177	5.4%
k	210650	5.2%
t	178314	4.4%
n	167632	4.1%
Other values (12)	808709	20.0%

Other Punctuation

Value	Count	Frequency (%)
.	609429	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4042126	86.9%
Common	609429	13.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	756093	18.7%
c	461890	11.4%
m	367176	9.1%
a	346602	8.6%
i	272462	6.7%
u	252421	6.2%
l	220177	5.4%
k	210650	5.2%
t	178314	4.4%
n	167632	4.1%
Other values (12)	808709	20.0%

Common

Value	Count	Frequency (%)
.	609429	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4651555	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	756093	16.3%
.	609429	13.1%
c	461890	9.9%
m	367176	7.9%
a	346602	7.5%
i	272462	5.9%
u	252421	5.4%
l	220177	4.7%
k	210650	4.5%
t	178314	3.8%
Other values (13)	976341	21.0%

Merchant's Business Age
Real number (ℝ)

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.511448

Minimum	1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	6
median	11
Q3	16
95-th percentile	20
Maximum	20
Range	19
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	5.764577
Coefficient of variation (CV)	0.54840943
Kurtosis	-1.2068563
Mean	10.511448
Median Absolute Deviation (MAD)	5
Skewness	-0.0025488305
Sum	4414808
Variance	33.230348
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
15	21291	5.1%
7	21194	5.0%
20	21163	5.0%
3	21141	5.0%
4	21137	5.0%
17	21113	5.0%
16	21095	5.0%
2	21081	5.0%
12	21079	5.0%
11	21064	5.0%
Other values (10)	208642	49.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	20644	4.9%
2	21081	5.0%
3	21141	5.0%
4	21137	5.0%
5	20941	5.0%
6	20621	4.9%
7	21194	5.0%
8	20964	5.0%
9	20735	4.9%
10	21016	5.0%

Value	Count	Frequency (%)
20	21163	5.0%
19	20766	4.9%
18	21028	5.0%
17	21113	5.0%
16	21095	5.0%
15	21291	5.1%
14	20928	5.0%
13	20999	5.0%
12	21079	5.0%
11	21064	5.0%

Transaction Authentication Method
Categorical

Distinct	39
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

Time-Based OTP	11022
Authentication App	11004
Hardware Token	10904
Retina Scan	10893
CAPTCHA	10878
Other values (34)	365299

Length

Max length	37
Median length	23
Mean length	16.810771
Min length	3

Characters and Unicode

Total characters	7060524
Distinct characters	48
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Pattern Lock
2nd row	Token
3rd row	USB Security Key
4th row	Authentication App
5th row	Signature Verification

Common Values

Value	Count	Frequency (%)
Time-Based OTP	11022	2.6%
Authentication App	11004	2.6%
Hardware Token	10904	2.6%
Retina Scan	10893	2.6%
CAPTCHA	10878	2.6%
SMS Code	10870	2.6%
Iris Scan	10858	2.6%
Fingerprint	10843	2.6%
Signature Verification	10842	2.6%
Mobile App Notification	10840	2.6%
Other values (29)	311046	74.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
authentication	54017	6.3%
scan	43204	5.0%
verification	42927	5.0%
app	21844	2.5%
token	21682	2.5%
notification	21609	2.5%
mobile	21554	2.5%
confirmation	21494	2.5%
security	21492	2.5%
code	21450	2.5%
Other values (49)	569883	66.2%

Most occurring characters

Value	Count	Frequency (%)
i	795853	11.3%
t	548977	7.8%
e	548929	7.8%
o	547962	7.8%
n	538457	7.6%
a	516863	7.3%
	441156	6.2%
c	365504	5.2%
r	333373	4.7%
d	150806	2.1%
Other values (38)	2272644	32.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5412589	76.7%
Uppercase Letter	1131266	16.0%
Space Separator	441156	6.2%
Dash Punctuation	54059	0.8%
Open Punctuation	10727	0.2%
Close Punctuation	10727	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	795853	14.7%
t	548977	10.1%
e	548929	10.1%
o	547962	10.1%
n	538457	9.9%
a	516863	9.5%
c	365504	6.8%
r	333373	6.2%
d	150806	2.8%
u	140079	2.6%
Other values (13)	925786	17.1%

Uppercase Letter

Value	Count	Frequency (%)
S	129545	11.5%
A	108390	9.6%
C	107577	9.5%
B	96547	8.5%
T	86822	7.7%
P	86228	7.6%
V	75086	6.6%
F	64597	5.7%
R	64364	5.7%
I	53806	4.8%
Other values (11)	258304	22.8%

Space Separator

Value	Count	Frequency (%)
	441156	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	54059	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	10727	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	10727	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6543855	92.7%
Common	516669	7.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	795853	12.2%
t	548977	8.4%
e	548929	8.4%
o	547962	8.4%
n	538457	8.2%
a	516863	7.9%
c	365504	5.6%
r	333373	5.1%
d	150806	2.3%
u	140079	2.1%
Other values (34)	2057052	31.4%

Common

Value	Count	Frequency (%)
	441156	85.4%
-	54059	10.5%
(	10727	2.1%
)	10727	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7060524	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	795853	11.3%
t	548977	7.8%
e	548929	7.8%
o	547962	7.8%
n	538457	7.6%
a	516863	7.3%
	441156	6.2%
c	365504	5.2%
r	333373	4.7%
d	150806	2.1%
Other values (38)	2272644	32.2%

Fraudulent Flag
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

0	210260
1	209740

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	420000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	210260	50.1%
1	209740	49.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	210260	50.1%
1	209740	49.9%

Most occurring characters

Value	Count	Frequency (%)
0	210260	50.1%
1	209740	49.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	420000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	210260	50.1%
1	209740	49.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	420000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	210260	50.1%
1	209740	49.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	420000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	210260	50.1%
1	209740	49.9%

Auto

Heatmap
Table

	Transaction ID	User ID	Transaction Amount	Merchant ID	User Age	User Income	Location Distance	Time Taken for Transaction	User's Transaction History	Merchant's Reputation Score	User's Credit Score	Merchant's Business Age	Payment Method	Country Code	Transaction Type	Device Type	Browser Type	Operating System	Merchant Category	User Occupation	User Gender	User Account Status	Transaction Status	Transaction Time of Day	User's Device Location	Transaction Currency	Transaction Purpose	User's Email Domain	Transaction Authentication Method	Fraudulent Flag
Transaction ID	1.000	-0.000	0.000	-0.000	0.002	-0.001	0.001	-0.000	0.000	-0.000	-0.001	0.000	0.001	0.000	0.000	0.000	0.000	0.003	0.000	0.002	0.000	0.000	0.001	0.000	0.000	0.003	0.000	0.002	0.000	0.000
User ID	-0.000	1.000	-0.000	-0.001	-0.002	0.001	0.000	-0.002	0.001	-0.002	-0.000	0.000	0.001	0.000	0.000	0.000	0.002	0.003	0.003	0.002	0.002	0.000	0.004	0.000	0.000	0.003	0.001	0.001	0.000	0.000
Transaction Amount	0.000	-0.000	1.000	0.003	-0.002	-0.001	0.001	-0.000	-0.001	-0.002	0.002	0.000	0.000	0.004	0.000	0.004	0.000	0.000	0.002	0.001	0.000	0.000	0.002	0.000	0.004	0.003	0.002	0.000	0.000	0.000
Merchant ID	-0.000	-0.001	0.003	1.000	-0.001	-0.002	-0.002	-0.004	-0.002	-0.002	-0.000	-0.001	0.002	0.002	0.000	0.000	0.001	0.000	0.003	0.000	0.002	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.002
User Age	0.002	-0.002	-0.002	-0.001	1.000	0.000	0.001	0.001	-0.000	-0.002	-0.002	-0.001	0.003	0.000	0.000	0.000	0.000	0.000	0.002	0.002	0.000	0.000	0.001	0.000	0.000	0.000	0.000	0.002	0.000	0.005
User Income	-0.001	0.001	-0.001	-0.002	0.000	1.000	-0.001	0.001	0.000	-0.002	-0.000	-0.000	0.002	0.000	0.001	0.001	0.000	0.000	0.002	0.000	0.002	0.002	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.003
Location Distance	0.001	0.000	0.001	-0.002	0.001	-0.001	1.000	0.000	-0.000	-0.001	0.002	0.000	0.000	0.001	0.004	0.000	0.004	0.000	0.000	0.003	0.000	0.002	0.000	0.000	0.003	0.002	0.002	0.001	0.000	0.000
Time Taken for Transaction	-0.000	-0.002	-0.000	-0.004	0.001	0.001	0.000	1.000	-0.003	-0.000	0.005	-0.001	0.003	0.000	0.001	0.003	0.000	0.000	0.001	0.003	0.000	0.003	0.000	0.002	0.002	0.002	0.003	0.000	0.003	0.002
User's Transaction History	0.000	0.001	-0.001	-0.002	-0.000	0.000	-0.000	-0.003	1.000	-0.002	-0.000	-0.000	0.004	0.000	0.002	0.002	0.000	0.004	0.000	0.000	0.000	0.001	0.000	0.001	0.000	0.000	0.000	0.000	0.001	0.001
Merchant's Reputation Score	-0.000	-0.002	-0.002	-0.002	-0.002	-0.002	-0.001	-0.000	-0.002	1.000	-0.000	-0.002	0.001	0.003	0.001	0.002	0.003	0.000	0.000	0.002	0.000	0.002	0.000	0.000	0.000	0.000	0.000	0.003	0.003	0.003
User's Credit Score	-0.001	-0.000	0.002	-0.000	-0.002	-0.000	0.002	0.005	-0.000	-0.000	1.000	-0.001	0.000	0.000	0.000	0.000	0.000	0.003	0.002	0.000	0.002	0.000	0.000	0.000	0.002	0.000	0.002	0.002	0.002	0.000
Merchant's Business Age	0.000	0.000	0.000	-0.001	-0.001	-0.000	0.000	-0.001	-0.000	-0.002	-0.001	1.000	0.002	0.000	0.000	0.000	0.000	0.000	0.001	0.001	0.000	0.002	0.000	0.000	0.001	0.000	0.004	0.000	0.001	0.000
Payment Method	0.001	0.001	0.000	0.002	0.003	0.002	0.000	0.003	0.004	0.001	0.000	0.002	1.000	0.000	0.000	0.000	0.002	0.000	0.001	0.002	0.000	0.001	0.002	0.001	0.001	0.002	0.000	0.002	0.002	0.000
Country Code	0.000	0.000	0.004	0.002	0.000	0.000	0.001	0.000	0.000	0.003	0.000	0.000	0.000	1.000	0.000	0.000	0.001	0.000	0.002	0.000	0.002	0.000	0.002	0.000	0.000	0.002	0.000	0.001	0.000	0.000
Transaction Type	0.000	0.000	0.000	0.000	0.000	0.001	0.004	0.001	0.002	0.001	0.000	0.000	0.000	0.000	1.000	0.001	0.001	0.002	0.001	0.002	0.002	0.002	0.000	0.004	0.002	0.000	0.000	0.001	0.000	0.000
Device Type	0.000	0.000	0.004	0.000	0.000	0.001	0.000	0.003	0.002	0.002	0.000	0.000	0.000	0.000	0.001	1.000	0.000	0.002	0.001	0.002	0.000	0.000	0.001	0.004	0.000	0.002	0.002	0.000	0.000	0.004
Browser Type	0.000	0.002	0.000	0.001	0.000	0.000	0.004	0.000	0.000	0.003	0.000	0.000	0.002	0.001	0.001	0.000	1.000	0.000	0.000	0.000	0.002	0.000	0.000	0.004	0.000	0.001	0.000	0.000	0.000	0.000
Operating System	0.003	0.003	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.003	0.000	0.000	0.000	0.002	0.002	0.000	1.000	0.001	0.002	0.002	0.000	0.000	0.000	0.001	0.002	0.002	0.000	0.000	0.004
Merchant Category	0.000	0.003	0.002	0.003	0.002	0.002	0.000	0.001	0.000	0.000	0.002	0.001	0.001	0.002	0.001	0.001	0.000	0.001	1.000	0.001	0.001	0.000	0.001	0.004	0.001	0.000	0.001	0.000	0.002	0.000
User Occupation	0.002	0.002	0.001	0.000	0.002	0.000	0.003	0.003	0.000	0.002	0.000	0.001	0.002	0.000	0.002	0.002	0.000	0.002	0.001	1.000	0.000	0.004	0.003	0.000	0.000	0.000	0.002	0.001	0.002	0.000
User Gender	0.000	0.002	0.000	0.002	0.000	0.002	0.000	0.000	0.000	0.000	0.002	0.000	0.000	0.002	0.002	0.000	0.002	0.002	0.001	0.000	1.000	0.001	0.002	0.000	0.000	0.000	0.000	0.003	0.000	0.000
User Account Status	0.000	0.000	0.000	0.000	0.000	0.002	0.002	0.003	0.001	0.002	0.000	0.002	0.001	0.000	0.002	0.000	0.000	0.000	0.000	0.004	0.001	1.000	0.000	0.000	0.002	0.000	0.002	0.000	0.001	0.000
Transaction Status	0.001	0.004	0.002	0.000	0.001	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.002	0.002	0.000	0.001	0.000	0.000	0.001	0.003	0.002	0.000	1.000	0.000	0.000	0.001	0.000	0.000	0.000	0.000
Transaction Time of Day	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.002	0.001	0.000	0.000	0.000	0.001	0.000	0.004	0.004	0.004	0.000	0.004	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.003	0.001	0.002	0.002
User's Device Location	0.000	0.000	0.004	0.000	0.000	0.000	0.003	0.002	0.000	0.000	0.002	0.001	0.001	0.000	0.002	0.000	0.000	0.001	0.001	0.000	0.000	0.002	0.000	0.000	1.000	0.000	0.001	0.000	0.001	0.005
Transaction Currency	0.003	0.003	0.003	0.003	0.000	0.003	0.002	0.002	0.000	0.000	0.000	0.000	0.002	0.002	0.000	0.002	0.001	0.002	0.000	0.000	0.000	0.000	0.001	0.000	0.000	1.000	0.000	0.000	0.002	0.000
Transaction Purpose	0.000	0.001	0.002	0.000	0.000	0.000	0.002	0.003	0.000	0.000	0.002	0.004	0.000	0.000	0.000	0.002	0.000	0.002	0.001	0.002	0.000	0.002	0.000	0.003	0.001	0.000	1.000	0.000	0.000	0.000
User's Email Domain	0.002	0.001	0.000	0.000	0.002	0.000	0.001	0.000	0.000	0.003	0.002	0.000	0.002	0.001	0.001	0.000	0.000	0.000	0.000	0.001	0.003	0.000	0.000	0.001	0.000	0.000	0.000	1.000	0.000	0.004
Transaction Authentication Method	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.003	0.001	0.003	0.002	0.001	0.002	0.000	0.000	0.000	0.000	0.000	0.002	0.002	0.000	0.001	0.000	0.002	0.001	0.002	0.000	0.000	1.000	0.005
Fraudulent Flag	0.000	0.000	0.000	0.002	0.005	0.003	0.000	0.002	0.001	0.003	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.002	0.005	0.000	0.000	0.004	0.005	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Transaction ID	User ID	Transaction Amount	Transaction Date and Time	Merchant ID	Payment Method	Country Code	Transaction Type	Device Type	IP Address	Browser Type	Operating System	Merchant Category	User Age	User Occupation	User Income	User Gender	User Account Status	Transaction Status	Location Distance	Time Taken for Transaction	Transaction Time of Day	User's Transaction History	Merchant's Reputation Score	User's Device Location	Transaction Currency	Transaction Purpose	User's Credit Score	User's Email Domain	Merchant's Business Age	Transaction Authentication Method	Fraudulent Flag
0	88987240	5395	37.76	2022-02-11 22:27:04	7314	Direct Debit	GRE	Cashback	Smart Speaker	157.37.179.160	Browsh	macOS	Fitness & Nutrition	28	Police Officer	58192.94	Female	Standard	Error	3.78	22.98	Evening	9	2.05	Spain	NOK	Royalty	513	yahoo.co.uk	7	Pattern Lock	1
1	42245857	5214	787.21	2021-08-24 20:56:18	4508	Payoneer	FRA	Fine	Smart Lock	117.13.255.141	Firefox	openSUSE	Jewelry	37	Doctor	94337.80	Non-Binary	Free	Debit	45.92	36.17	Nighttime	65	2.03	Spain	RON	Rental Payment	506	protonmail.co.uk	13	Token	1
2	56075404	5128	160.95	2021-07-05 05:54:22	2680	Check	BRA	Rent	Smart TV	153.107.127.180	Otter Browser	Windows CE	Furniture	78	Electrician	72862.48	Female	Member	In Progress	69.24	43.11	Daytime	59	2.04	Qatar	IDN	Rent	359	cox.net	6	USB Security Key	0
3	36114329	7767	110.53	2023-07-22 15:54:35	5719	Discover	RUS	Donation	Vending Machine	150.126.162.162	Falkon	Debian	Electronics Repair	44	Chef	95302.62	Female	Member	Void	5.26	7.44	Daytime	30	3.72	United Kingdom	ARS	Insurance Premium	533	outlook.com	9	Authentication App	1
4	61888315	7780	216.94	2023-05-23 08:19:00	8619	Payoneer	MEX	Acquisition	Vending Machine	113.171.168.73	Tor Browser	AIX	Wedding & Bridal	48	Engineer	30098.36	Male	Inactive	Under Review	83.18	43.91	Evening	60	3.60	China	SAR	Product Purchase	450	aol.com	3	Signature Verification	1
5	96912130	6401	445.78	2021-08-15 02:51:23	4169	ACH Transfer	BEL	Payment	Gaming Console	246.128.232.213	Basilisk	Chrome OS	Home & Garden	75	Pilot	9107.93	Non-Binary	Suspended	Partially Declined	55.00	30.76	Daytime	24	1.80	Greece	IDN	Payout	703	yahoo.ca	4	Face ID	1
6	30926313	5069	534.82	2022-07-29 18:12:15	6606	Cash	IDN	Recharge	Drone	20.55.183.167	Maxthon	HarmonyOS	Subscription Services	45	Fashion Designer	78788.59	Agender	VIP	Closed	39.80	8.42	Evening	42	1.18	Switzerland	QAR	Insurance Premium	680	roadrunner.co.uk	1	Token	0
7	50117711	1135	655.12	2022-06-15 18:08:54	3776	Google Wallet	NOR	Charity	Self-Checkout Kiosk	171.183.46.137	NetSurf	openSUSE	Books & Literature	31	Plumber	71685.33	Agender	Unverified	Pending Payment	60.10	39.43	Evening	57	3.49	Mexico	SEK	Acquisition	669	yahoo.ca	15	QR Code	0
8	66250682	1046	446.39	2022-04-03 09:24:17	7805	Contactless Payment	FRA	Invoice	Cash Register	62.153.176.55	NetSurf	Windows Server	Gifts & Souvenirs	53	Engineer	8378.73	Non-Binary	Premium	Approved	82.86	6.02	Nighttime	58	4.01	Egypt	GBP	Consultation Fee	751	cox.co.uk	6	Iris Scan	1
9	98918994	6252	81.42	2023-05-28 03:58:53	2857	Money Order	IDN	Fine	Embedded System	127.188.239.179	NetSurf	Unix	Fitness & Nutrition	58	Electrician	42684.04	Genderqueer	Existing	Pending Payment	46.38	25.32	Nighttime	24	1.72	Saudi Arabia	GBP	Consultation Fee	670	tutanota.co.uk	9	Push Notification Confirmation	0

	Transaction ID	User ID	Transaction Amount	Transaction Date and Time	Merchant ID	Payment Method	Country Code	Transaction Type	Device Type	IP Address	Browser Type	Operating System	Merchant Category	User Age	User Occupation	User Income	User Gender	User Account Status	Transaction Status	Location Distance	Time Taken for Transaction	Transaction Time of Day	User's Transaction History	Merchant's Reputation Score	User's Device Location	Transaction Currency	Transaction Purpose	User's Credit Score	User's Email Domain	Merchant's Business Age	Transaction Authentication Method	Fraudulent Flag
419990	30941768	8645	644.41	2023-02-04 19:22:07	3501	ACH Transfer	IDN	Deposit	Smart Mirror	215.230.15.86	ELinks	FreeBSD	Baby & Maternity	37	Teacher	14038.43	Prefer Not to Say	Standard	Blocked	5.56	51.44	Daytime	4	1.16	Hong Kong	GBP	Utility Payment	799	gmail.com	10	Password	0
419991	56824159	6650	174.99	2023-03-22 10:40:46	4438	Credit Card	HKG	Reimbursement	Robot	45.187.152.135	Konqueror	Raspbian	Home Improvement	30	Chef	50821.61	Male	Pro	Processing	12.25	27.94	Daytime	91	4.46	United Arab Emirates	INR	Charity Donation	399	yahoo.com	19	Smart Card	0
419992	25048960	1230	116.59	2023-03-05 17:21:09	5865	Apple Pay	NOR	Refund	Smart Lock	138.178.55.196	SRWare Iron	Symbian	Education	43	Lawyer	99350.35	Male	Limited	Executed	73.40	57.39	Nighttime	33	3.44	Poland	KRW	Recharge	536	yahoo.co.uk	19	Time-Based OTP	0
419993	61348868	9138	368.11	2021-06-22 11:54:47	5691	Visa Checkout	UK	Payout	Smart Thermostat	81.231.241.31	Links	Windows	Clothing	28	Software Developer	11793.21	Genderqueer	Pro	Partially Approved	18.59	29.15	Nighttime	65	1.50	Germany	USD	Acquisition	791	cox.net	17	Time-Based OTP	0
419994	11250542	8109	317.57	2023-06-06 12:37:53	1746	Cryptocurrency Wallet	BRA	Investment	Home Security System	174.169.92.249	Links	Firefox OS	Electronics Repair	18	Researcher	56120.86	Male	Inactive	Pending Payment	27.45	58.54	Daytime	20	3.83	Spain	VND	Donation to Nonprofit	583	tutanota.com	20	Fingerprint	1
419995	51003687	9103	492.88	2022-12-04 10:02:06	4541	American Express	UAE	Gift	POS Terminal	214.212.80.15	Silk	Gentoo	Appliances	29	Teacher	8425.57	Female	Closed	Declined	89.55	19.41	Daytime	55	2.58	China	PHP	Service Charge	819	roadrunner.co.uk	3	Voiceprint	1
419996	74575235	9699	532.07	2021-07-28 17:18:38	4137	Credit Card	THA	Scholarship	Smart Thermostat	228.139.123.248	Safari	BlackBerry	Jewelry	49	Chemist	53021.18	Other	Guest	Authorized	52.97	54.35	Nighttime	60	1.99	Qatar	INR	Buyback	838	yandex.co.uk	2	Fingerprint	0
419997	71933057	2955	935.02	2023-05-06 17:53:07	8414	Discover	ISR	Rental	Laptop	161.54.11.34	Dooble	Android Wear	Books & Literature	53	Surveyor	64137.82	Other	Closed	Blocked	92.84	49.27	Nighttime	68	1.75	Singapore	ILS	Consultation Fee	749	outlook.com	8	Bluetooth Authentication	1
419998	40644190	4611	152.32	2022-10-24 20:23:22	5639	Prepaid Card	IDN	Dividend	Industrial Controller	55.145.35.3	Brave	Raspbian	Baby & Maternity	23	Nurse	38042.07	Prefer Not to Say	Free	Authorized	28.36	29.00	Evening	86	3.39	Hong Kong	TRY	Rent	303	rediffmail.com	15	Knowledge-Based Authentication	0
419999	48674968	1114	293.74	2023-03-31 02:59:36	9166	Ethereum	CHN	Service Charge	Vending Machine	15.208.138.102	Opera	tvOS	Toys & Games	73	Salesperson	61087.89	Other	Standard	Completed	17.70	55.09	Nighttime	56	1.47	Malaysia	NOK	Acquisition	535	yahoo.co.in	6	Behavioral Biometrics	0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters